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Living Rationally Under the Volcano? Heavy Drinking and Smoking Among the Elderly

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  • Peter Arcidiacono, Holger Sieg, Frank Sloan

Abstract

Most rational addiction models focus on how drinking and smoking are made when young. Yet, the costs of drinking and smoking generally come later in life. We focus on the decisions of the elderly where individuals know their propensity for addiction but are uncertain about their future earnings and helath status. Using data from the Health and Retirement Survey, we estimate a dynamic stochastic model of heavy drinking and smoking of the elderly. Individuals make decisions not only based upon the current effects of heavy drinking and smoking, but also the future effects of drinking and smoking on earnings, health, and mortality. We are especially interested in the identification of the discount factor. We show how the likelihood function varies with the discount factor and also how behavior decisions vary from not estimating a dyanmic model. In particular, we find that the dynamic model forecasts more drinking and smoking as well as individuals living longer. This is because individuals know when, and when not to, engage in heavy drinking and smoking behavior.

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  • Peter Arcidiacono, Holger Sieg, Frank Sloan, 2001. "Living Rationally Under the Volcano? Heavy Drinking and Smoking Among the Elderly," Computing in Economics and Finance 2001 207, Society for Computational Economics.
  • Handle: RePEc:sce:scecf1:207
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    as
    1. Rust, John, 1987. "Optimal Replacement of GMC Bus Engines: An Empirical Model of Harold Zurcher," Econometrica, Econometric Society, vol. 55(5), pages 999-1033, September.
    2. Heckman, James & Singer, Burton, 1984. "A Method for Minimizing the Impact of Distributional Assumptions in Econometric Models for Duration Data," Econometrica, Econometric Society, vol. 52(2), pages 271-320, March.
    3. Peter Arcidiacono & John Bailey Jones, 2003. "Finite Mixture Distributions, Sequential Likelihood and the EM Algorithm," Econometrica, Econometric Society, vol. 71(3), pages 933-946, May.
    4. Michael J. Brien & Lee A. Lillard & Steven Stern, 2006. "Cohabitation, Marriage, And Divorce In A Model Of Match Quality," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 47(2), pages 451-494, May.
    5. Thaler, Richard H & Shefrin, H M, 1981. "An Economic Theory of Self-Control," Journal of Political Economy, University of Chicago Press, vol. 89(2), pages 392-406, April.
    6. V. Kerry Smith & Donald H. Taylor & Frank A. Sloan, 2001. "Longevity Expectations and Death: Can People Predict Their Own Demise?," American Economic Review, American Economic Association, vol. 91(4), pages 1126-1134, September.
    7. V. Joseph Hotz & Robert A. Miller, 1993. "Conditional Choice Probabilities and the Estimation of Dynamic Models," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 497-529.
    8. Donna B. Gilleskie & Koleman S. Strumpf, 2005. "The Behavioral Dynamics of Youth Smoking," Journal of Human Resources, University of Wisconsin Press, vol. 40(4), pages 822-866.
    9. Keane, Michael P & Wolpin, Kenneth I, 1994. "The Solution and Estimation of Discrete Choice Dynamic Programming Models by Simulation and Interpolation: Monte Carlo Evidence," The Review of Economics and Statistics, MIT Press, vol. 76(4), pages 648-672, November.
    10. Chaloupka, Frank, 1991. "Rational Addictive Behavior and Cigarette Smoking," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 722-742, August.
    11. Chaloupka, Frank J. & Warner, Kenneth E., 2000. "The economics of smoking," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 29, pages 1539-1627, Elsevier.
    12. Harris, Christopher & Laibson, David, 2001. "Dynamic Choices of Hyperbolic Consumers," Econometrica, Econometric Society, vol. 69(4), pages 935-957, July.
    13. Peter Arcidiacono, 2005. "Affirmative Action in Higher Education: How Do Admission and Financial Aid Rules Affect Future Earnings?," Econometrica, Econometric Society, vol. 73(5), pages 1477-1524, September.
    14. Hanming Fang & Dan Silverman, 2009. "Time-Inconsistency And Welfare Program Participation: Evidence From The Nlsy," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 50(4), pages 1043-1077, November.
    15. John Rust & Christopher Phelan, 1997. "How Social Security and Medicare Affect Retirement Behavior in a World of Incomplete Markets," Econometrica, Econometric Society, vol. 65(4), pages 781-832, July.
    16. Miller, Robert A, 1984. "Job Matching and Occupational Choice," Journal of Political Economy, University of Chicago Press, vol. 92(6), pages 1086-1120, December.
    17. Orphanides, Athanasios & Zervos, David, 1995. "Rational Addiction with Learning and Regret," Journal of Political Economy, University of Chicago Press, vol. 103(4), pages 739-758, August.
    18. Jonathan Gruber & Botond Köszegi, 2001. "Is Addiction "Rational"? Theory and Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(4), pages 1261-1303.
    19. Becker, Gary S & Grossman, Michael & Murphy, Kevin M, 1991. "Rational Addiction and the Effect of Price on Consumption," American Economic Review, American Economic Association, vol. 81(2), pages 237-241, May.
    20. Arcidiacono, Peter, 2004. "Ability sorting and the returns to college major," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 343-375.
    21. Pakes, Ariel S, 1986. "Patents as Options: Some Estimates of the Value of Holding European Patent Stocks," Econometrica, Econometric Society, vol. 54(4), pages 755-784, July.
    22. Viscusi, W Kip & Evans, William N, 1990. "Utility Functions That Depend on Health Status: Estimates and Economic Implications," American Economic Review, American Economic Association, vol. 80(3), pages 353-374, June.
    23. Saul Pleeter & John T. Warner, 2001. "The Personal Discount Rate: Evidence from Military Downsizing Programs," American Economic Review, American Economic Association, vol. 91(1), pages 33-53, March.
    24. Becker, Gary S & Grossman, Michael & Murphy, Kevin M, 1994. "An Empirical Analysis of Cigarette Addiction," American Economic Review, American Economic Association, vol. 84(3), pages 396-418, June.
    25. Keane, Michael P & Wolpin, Kenneth I, 1997. "The Career Decisions of Young Men," Journal of Political Economy, University of Chicago Press, vol. 105(3), pages 473-522, June.
    26. Moore, Michael J & Viscusi, W Kip, 1990. "Models for Estimating Discount Rates for Long-term Health Risks Using Labor Market Data," Journal of Risk and Uncertainty, Springer, vol. 3(4), pages 381-401, December.
    27. Donna B. Gilleskie, 1998. "A Dynamic Stochastic Model of Medical Care Use and Work Absence," Econometrica, Econometric Society, vol. 66(1), pages 1-46, January.
    28. Wolpin, Kenneth I, 1984. "An Estimable Dynamic Stochastic Model of Fertility and Child Mortality," Journal of Political Economy, University of Chicago Press, vol. 92(5), pages 852-874, October.
    29. Ahmed W. Khwaja, 2001. "Health Insurance, Habits and Health Outcomes: A Dynamic Stochastic Model of Investment in Health," Computing in Economics and Finance 2001 166, Society for Computational Economics.
    30. Jerry A. Hausman, 1979. "Individual Discount Rates and the Purchase and Utilization of Energy-Using Durables," Bell Journal of Economics, The RAND Corporation, vol. 10(1), pages 33-54, Spring.
    31. Becker, Gary S & Murphy, Kevin M, 1988. "A Theory of Rational Addiction," Journal of Political Economy, University of Chicago Press, vol. 96(4), pages 675-700, August.
    32. David Laibson, 1997. "Golden Eggs and Hyperbolic Discounting," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(2), pages 443-478.
    33. Stigler, George J & Becker, Gary S, 1977. "De Gustibus Non Est Disputandum," American Economic Review, American Economic Association, vol. 67(2), pages 76-90, March.
    34. Zvi Eckstein & Kenneth I. Wolpin, 1999. "Why Youths Drop Out of High School: The Impact of Preferences, Opportunities, and Abilities," Econometrica, Econometric Society, vol. 67(6), pages 1295-1340, November.
    35. Winston, Gordon C., 1980. "Addiction and backsliding : A theory of compulsive consumption," Journal of Economic Behavior & Organization, Elsevier, vol. 1(4), pages 295-324, December.
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    Cited by:

    1. Gabriel Picone & Frank Sloan, 2003. "Smoking Cessation and Lifestyle Changes," NBER Chapters, in: Frontiers in Health Policy Research, Volume 6, pages 115-142, National Bureau of Economic Research, Inc.
    2. Mark Coppejans & Donna Gilleskie & Holger Sieg & Koleman Strumpf, 2007. "Consumer Demand under Price Uncertainty: Empirical Evidence from the Market for Cigarettes," The Review of Economics and Statistics, MIT Press, vol. 89(3), pages 510-521, August.
    3. Timothy J. Halliday, 2008. "Heterogeneity, state dependence and health," Econometrics Journal, Royal Economic Society, vol. 11(3), pages 499-516, November.
    4. Jonathan Klick & Thomas Stratmann, 2006. "Subsidizing Addiction: Do State Health Insurance Mandates Increase Alcohol Consumption?," The Journal of Legal Studies, University of Chicago Press, vol. 35(1), pages 175-198, January.
    5. Khwaja, Ahmed, 2010. "Estimating willingness to pay for medicare using a dynamic life-cycle model of demand for health insurance," Journal of Econometrics, Elsevier, vol. 156(1), pages 130-147, May.
    6. Jeffrey E. Harris & Beatriz Lopez-Valcarcel, 2004. "Asymmetric Social Interaction in Economics: Cigarette Smoking Among Young People in the United States, 1992-1999," NBER Working Papers 10409, National Bureau of Economic Research, Inc.

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    More about this item

    Keywords

    rational addition; dynamic discrete choice; economics of the elderly;
    All these keywords.

    JEL classification:

    • J14 - Labor and Demographic Economics - - Demographic Economics - - - Economics of the Elderly; Economics of the Handicapped; Non-Labor Market Discrimination
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making

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